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ENCODING PRIOR KNOWLEDGE INTO DATA DRIVEN DESIGN OF INTERVAL TYPE-2 FUZZY LOGIC SYSTEMS
Li, Chengdong1,2; Yi, Jianqiang2; Wang, Tiechao2
2011-03-01
发表期刊INTERNATIONAL JOURNAL OF INNOVATIVE COMPUTING INFORMATION AND CONTROL
卷号7期号:3页码:1133-1144
文章类型Article
摘要In system identification or modeling problems, interval type-2 fuzzy logic systems (IT2FISs), which have obvious advantages for handling different sources of uncertainties, are usually constructed only using the information from sample data. This paper tries to utilize the information from both sample data and prior knowledge to design IT2FLSs to compensate the insufficiency of the information from single knowledge source. First, sufficient conditions on the antecedent and consequent parameters of IT2FLSs are given to ensure that the prior knowledge can be incorporated into IT2FLSs and three kinds of prior knowledge - bounded range, symmetry (odd and even) and monotonicity (increasing and decreasing) - are explored. Then, design of IT2FLSs using the information from both sample data and prior knowledge is transformed to the constrained least squares optimization problem. At last, to show the superiority of the proposed method, simulations and comparisons are made.
关键词Information Fusion Type-2 Fuzzy Least Squares Algorithm Prior Knowledge
WOS标题词Science & Technology ; Technology
关键词[WOS]INCORPORATING PRIOR KNOWLEDGE ; NETWORKS
收录类别SCI
语种英语
WOS研究方向Automation & Control Systems ; Computer Science
WOS类目Automation & Control Systems ; Computer Science, Artificial Intelligence
WOS记录号WOS:000288522600010
引用统计
文献类型期刊论文
条目标识符http://ir.ia.ac.cn/handle/173211/9734
专题综合信息系统研究中心
通讯作者Li, Chengdong
作者单位1.Shandong Jianzhu Univ, Sch Informat & Elect Engn, Jinan 250101, Peoples R China
2.Chinese Acad Sci, Inst Automat, Beijing 100190, Peoples R China
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GB/T 7714
Li, Chengdong,Yi, Jianqiang,Wang, Tiechao. ENCODING PRIOR KNOWLEDGE INTO DATA DRIVEN DESIGN OF INTERVAL TYPE-2 FUZZY LOGIC SYSTEMS[J]. INTERNATIONAL JOURNAL OF INNOVATIVE COMPUTING INFORMATION AND CONTROL,2011,7(3):1133-1144.
APA Li, Chengdong,Yi, Jianqiang,&Wang, Tiechao.(2011).ENCODING PRIOR KNOWLEDGE INTO DATA DRIVEN DESIGN OF INTERVAL TYPE-2 FUZZY LOGIC SYSTEMS.INTERNATIONAL JOURNAL OF INNOVATIVE COMPUTING INFORMATION AND CONTROL,7(3),1133-1144.
MLA Li, Chengdong,et al."ENCODING PRIOR KNOWLEDGE INTO DATA DRIVEN DESIGN OF INTERVAL TYPE-2 FUZZY LOGIC SYSTEMS".INTERNATIONAL JOURNAL OF INNOVATIVE COMPUTING INFORMATION AND CONTROL 7.3(2011):1133-1144.
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